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What Is Apache Arrow ?
● A development platform for in-memory data
● It has a columnar memory format
● It provides efficient analytic operations on modern hardware
● Used for in memory processing
● Cross language support
● Open source / Apache 2.0 license
● Supports zero-copy reads for lightning fast data access
Languages supported
● Arrow supports many languages
● C
● C++
● C#
● Go
● Java
● JavaScript
● MATLAB
● Python
● R
● Ruby
● Rust
OS Community Support
● Many open source projects support Arrow
● Calcite
● Cassandra
● Drill
● Hadoop
● HBase
● Ibis
● Impala
● Kudu
● Pandas
● Parquet
● Phoenix
● Spark
● Storm
The problem Arrow tackles
● Each system has its own internal memory format
● 70-80% computation wasted
– on serialization and de-serialization
● Similar functionality implemented in multiple projects
● Overheads for cross-system communication
● All systems utilize different memory formats
The problem Arrow tackles
● No shared in memory data model
Arrow solves this problem
● All systems utilize the same memory format
– In memory
– Columnar format
– Optimized for modern CPUs and GPUs
● No overhead for cross-system communication
● Projects can share functionality
Arrow solves this problem
● Arrow shared data model
Arrow works with Parquet
● Arrow is an in memory format
● Parquet is designed for disk storage
● Arrow and Parquet are intended to be used together
● Parquet is a columnar file format
● Used for data serialization
● Parquet is a streaming format
● Data must be decoded from start-to-end
● Files are compressed and encoded
● Means smaller files on disk
Arrow Memory Buffer
● Arrow supports data adjacency for sequential access
Available Books
● See “Big Data Made Easy”
– Apress Jan 2015
●
See “Mastering Apache Spark”
– Packt Oct 2015
●
See “Complete Guide to Open Source Big Data Stack
– “Apress Jan 2018”
● Find the author on Amazon
– www.amazon.com/Michael-Frampton/e/B00NIQDOOM/
●
Connect on LinkedIn
– www.linkedin.com/in/mike-frampton-38563020
Connect
● Feel free to connect on LinkedIn
– www.linkedin.com/in/mike-frampton-38563020
● See my open source blog at
– open-source-systems.blogspot.com/
● I am always interested in
– New technology
– Opportunities
– Technology based issues
– Big data integration

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Apache Arrow

  • 1. What Is Apache Arrow ? ● A development platform for in-memory data ● It has a columnar memory format ● It provides efficient analytic operations on modern hardware ● Used for in memory processing ● Cross language support ● Open source / Apache 2.0 license ● Supports zero-copy reads for lightning fast data access
  • 2. Languages supported ● Arrow supports many languages ● C ● C++ ● C# ● Go ● Java ● JavaScript ● MATLAB ● Python ● R ● Ruby ● Rust
  • 3. OS Community Support ● Many open source projects support Arrow ● Calcite ● Cassandra ● Drill ● Hadoop ● HBase ● Ibis ● Impala ● Kudu ● Pandas ● Parquet ● Phoenix ● Spark ● Storm
  • 4. The problem Arrow tackles ● Each system has its own internal memory format ● 70-80% computation wasted – on serialization and de-serialization ● Similar functionality implemented in multiple projects ● Overheads for cross-system communication ● All systems utilize different memory formats
  • 5. The problem Arrow tackles ● No shared in memory data model
  • 6. Arrow solves this problem ● All systems utilize the same memory format – In memory – Columnar format – Optimized for modern CPUs and GPUs ● No overhead for cross-system communication ● Projects can share functionality
  • 7. Arrow solves this problem ● Arrow shared data model
  • 8. Arrow works with Parquet ● Arrow is an in memory format ● Parquet is designed for disk storage ● Arrow and Parquet are intended to be used together ● Parquet is a columnar file format ● Used for data serialization ● Parquet is a streaming format ● Data must be decoded from start-to-end ● Files are compressed and encoded ● Means smaller files on disk
  • 9. Arrow Memory Buffer ● Arrow supports data adjacency for sequential access
  • 10. Available Books ● See “Big Data Made Easy” – Apress Jan 2015 ● See “Mastering Apache Spark” – Packt Oct 2015 ● See “Complete Guide to Open Source Big Data Stack – “Apress Jan 2018” ● Find the author on Amazon – www.amazon.com/Michael-Frampton/e/B00NIQDOOM/ ● Connect on LinkedIn – www.linkedin.com/in/mike-frampton-38563020
  • 11. Connect ● Feel free to connect on LinkedIn – www.linkedin.com/in/mike-frampton-38563020 ● See my open source blog at – open-source-systems.blogspot.com/ ● I am always interested in – New technology – Opportunities – Technology based issues – Big data integration